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Utilize object detection models and object tracking algorithms to perform real-time people and traffic flow statistics on camera streams.
Independently design the system pipeline architecture.
Started using Deepstream and employed C and C++ as development languages to maximize hardware performance and maximize recognition speed on edge devices.
Real-time object intrusion detection:
Set up and maintain an CVAT image annotation platform, transitioning the company from standalone annotation software to an online collaborative platform that allows multiple users to work together on annotations.
Developed a CVAT plugin for reading Darknet weights, enabling model-assisted annotation and significantly accelerating the efficiency of student workers' annotations.
Wrote Python, Bash shell scripts, and Docker files to standardize and automate the company's Darknet training process as much as possible.
Real-time people and traffic flow calculation:
Utilize AI to detect object intrusion in camera image streams and send alerts to the ELK system.
Employ deep learning models for object detection and design AI image detection systems.
Designed a modular system to maintain system flexibility and incorporated multi-threading (multiprocessing) to meet varying throughput requirements.
Lung nodule detection project:

Responsible for the company's AI medical imaging recognition - lung CT scan nodule detection Proof of Concept (POC) project, optimizing the Deep Learning Pipeline to locate suspicious nodules in lung images.
Performed data cleaning starting from raw CT files and doctor annotations, then proceeded to train models by preprocessing and feeding images into the model, using TensorBoard to monitor training progress.
Previous work experience:
In past work experiences, I designed objects using the Strategy pattern, creating a common interface for objects but with different implementations.
Introduced the Observer pattern to establish a signal messaging mechanism between objects.
Introduced the State machine to define different behaviors for objects in different states.
By incorporating design patterns, the project achieved significant decoupling and vastly improved scalability.
Skills:

Nvidia Deepstream development.
Proficient in Python, C++.
Used Yolo object detection models and trained Yolo models using Darknet.
Utilized Fastapi to wrap computational models into WebAPIs for general user use.
Ubuntu development environment.
Use Docker and Docker Compose for service deployment.
Used git and GitLab for version control.
Use Shell Script for handling repetitive tasks.

Detail-oriented, organized and meticulous employee. Works at fast pace to meet tight deadlines. Enthusiastic team player ready to contribute to company success.
Creative Graphic Designer with talent for developing unique custom artwork. Innovative approach to ideas and concept development. Offering 3 years of expertise overseeing individual projects and brand development.

A non-US international medical graduate with the ECFMG certificate, 2-month US clinical experience in 2018, and academic publication

I have been a mutagenicity lab supervisor and a reviewer of toxicology studies for 13 years. I'm a certified vet and an OECD GLP inspector in Taiwan. I'm familiar with animal studies, i.e., study design, performance quality, and scientific and regulatory requirements. And I can interpret mechanistic studies as well. I am easygoing, can cooperate with people well, and can accomplish tasks independently.

Research Interests:
Materials Science
Polymer Nanocomposites
Graphene-based Nanocomposites
Organic-Inorganic Hybrid Materials
Materials of Optoelectronics
Metal-Organic Frameworks
2D Materials

I am Yi-Hao Weng, a CPU Verification Engineer at SiFive, with hands-on experience in CPU and cache verification using SystemVerilog and UVM. I am currently responsible for maintaining and enhancing cache-related testbenches, ensuring functional correctness and robustness of CPU designs.
I hold a Master’s degree in Electrical Engineering from National Chiao Tung University. Since the second year of my master’s program, I have been working at SiFive, initially as a CPU Verification Intern, where I built a solid foundation in UVM methodology and SystemVerilog-based verification. Through this role, I have gained practical experience in verification flow development, debugging, and collaborative work in a fast-paced CPU design environment.

Organized and dependable candidate successful at managing multiple priorities with a positive attitude. Willingness to take on added responsibilities to meet team goals.

Interested in acupuncture treatment and wound care since college. Hard-working as a Chinese medical doctor and continue learning wound healing model. Had plenty of successful clinical cases, tried to prove its validity in the lab and devoted to help patients with chronic wounds.

As an experienced AI researcher and software developer, I am adept at working on a wide range of technologies including AI, big data, web development, and network management. With an MS in Information Engineering from the National Taiwan University of Science and Technology, my professional experience has included working at two prestigious research institutions and contributing to academic conferences with my publications.

Multi-tasking Manager well-known for creating positive workplace culture and high-performing teams. Demonstrated [Product or Service] expertise, including competitive offerings, pricing and market positioning.

Hi, my name is Hansen Huang, I studied mechanical engineering at National Taipei University after graduating from high school. I signed up for a project which was about summer work & travel program at USA. I picked up Six Flags amusement park , Illinois and began to work there for 12 weeks, it was only then did I found my passion on language
and interacting with others. After returning to Taiwan, I found that mechanical engineering was not actually what I imagine before, so I decided to take a transfer test and transferred to Tamkang University ELC (English Language and Culture). I also took TOEIC test and scored 820.
I also joined the exchange program with other countries' universities handled by Tamkang when I was at third grade. I chose Brandon university at Canada as my exchanged school and began to study there for a whole year. After this whole year at Brandon communicating with students from all over the world, I found how much differences there are between the education of Taiwan and Foreign countries, which makes me started to think about the meaning and necessity of continuing my college degree. After finishing my degree at Brandon, I discussed with my family about my opinions, and found it surprisingly that they all agree to me. That is why I decided to drop out at fourth grade. My plan was to finish my military service before I found my job, I will be glad to take an in-service master's program starting from September 2022 to complete my mater degree.
I finished my military service at the end of 2017 and was desired searching for a job which I’m interested in. However, due to the limitation epidemic, I was forced to leave my former job, and was looking for a job that my skillscan be used.
I have faith on my English skills and have great enthusiasm against international business and translation. I also have a complete understanding of translation businesses and have certifications for professional translation software (Trados, memo Q). I am glad to embrace new knowledge and have faith to learn whatever I need to handle it immediately. So if you’re looking for someone like me, I will be glad to take the chance to prove myself.

Dedicated Office Assistant with years of clerical experience in busy office environments achieving administrative effectiveness.

Focused Translator with developed understanding of Japanese language and culture. Skilled in accurately translating written documents for personal and business use.
Dedicated to maintaining original voice and intent with optimal word choice. Attentive to details in original documents and thorough in proofreading finished work.

Recognized for honest work ethic and team player attitude. Hardworking and responsible job seeker with strong organizational skills eager to secure this position. Ready to help team achieve company goals.

I used to work in the education field for four years. It makes me have excellent oral and written skills in both Mandarin and English.
This allowed me to get hands-on experience about how to arrange the schedule and take meeting minutes in English. Sending mails and coordinating with coworkers.
I look forward to having an interview from you, thank you!

Talented Manager with expert team leadership, planning and organizational skills built during successful career. Smoothly equip employees to independently handle daily functions and meet customer needs. Diligent trainer and mentor with exceptional management abilities and results-driven approach.

I have been working in the technical writing field (incl. hardware & software documentation) for more than 20 years. Plus, I have extensive work experience in UX writing & UI flow design (wireframe), translation, content management & marketing support.

Proactive Business Analyst with 7+ years and Lead of BA team with 2+ years business analysis experience in main stream E-Commerce companies. Communicative and collaborative with proven history of improving business operations to support business growth and innovation. Keen support business development by leveraging intelligence assets to predict and reveal optimal business strategies.

Results-driven Product and Quality Leader with over 18 years of experience delivering impactful software solutions in IT, finance, and government sectors. Skilled in bridging technical and business requirements, leading cross-functional teams, and overseeing product development from inception to implementation. Proficient in Agile/Scrum methodologies, stakeholder engagement, requirement analysis, and managing the entire product life cycle with precision.

Experienced mechanical engineering professional prepared for this role. Strong focus on team collaboration and achieving results. Skilled in CAD software, project management, and problem-solving. Known for adaptability and reliability in changing environments.

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